The Mariner's big moment of conversion is when he realizes that even the grossest, slimiest creatures deserve love and blessing. He's not even aware of blessing them, otherwise his pride would have put a stop to it, but he does, and the curse of the albatross is broken. The albatross falls into the sea, symbolizing the end of his heaviest burden.